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Author

Hong-Hui Xu

6 papers indexed here

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Conference Aug 2026

X4Gait: Cross-Modal Supervision for Practical IMU-based Dual-Task Gait Recognition

Gait is widely recognized as a sensitive marker of neurological health, yet most studies are limited to controlled clinical settings, reducing their applicability to real-world screening. Free-living gait analysis offers a scalable, natural, and ecologically valid approach, particularly beneficial in urban areas where...

Patrick Wu, Hong-Hui Xu, Xinyue Zhang et al. · 0 citations
Open access Sep 2026

AKDF: Adaptive knowledge distillation for secure, efficient, copyright-protected model publishing

The Adaptive Knowledge Distillation Framework (AKDF), a unified training approach that simultaneously com-presses LLMs and embeds ownership signals for copyright assurance, is introduced, providing a practical path to-ward bandwidth-efficient and ownership-aware deployment of large-scale language models.

Feng Jiang, Hong-Hui Xu, Daehee Seo et al. · 0 citations
Open access Jul 2026

AFTERMAP: A FEMA-Aligned Dataset for Damaged Structure Segmentation in UAV Imagery

By combining FEMA-aligned annotations with high-resolution UAV imagery, the dataset establishes a standardized resource for developing and evaluating instance segmentation models that can support rapid post-disaster damage assessment and emergency response.

Sultan Al Shafian, Chao He, K. O'Neal et al. · 0 citations
Conference Jul 2026

Blockchain-Based Spatial Registry and Management in Multi-User Mixed Reality

Persistent spatial anchors are essential for enabling shared and collaborative mixed reality (MR) experiences, but current anchor management mechanisms are typically centralized and lack transparent governance across multiple stakeholders. To this end, we explore a blockchain-based approach for governing spatial anchor...

Jubayer Hossain, M. Mahmud, Hong-Hui Xu et al. · 0 citations
#generative ai Preprint Aug 2026

Masking Is Not Enough: Generative Restoration for Multimodal De-Identification in Medical AI

ClinX is introduced, an end-to-end multimodal PHI sanitization framework for medical image-text data, and results show that OCR-only masking is not sufficient as a standalone solution, and restoration-based sanitization better preserves clinically relevant visual context while sharply reducing recoverable PHI.

S. Shrestha, Zongxing Xie, Chen Zhao et al. · 0 citations
Preprint Aug 2026

COMIC: Reference-Aware Safety Gating for Multimodal Large Language Models

It is suggested that multimodal safety cannot be enforced reliably without modeling the requested operation, the visual target to which it applies, and the confidence of that grounding.

Md Abdullahil Oaphy, Anhao Xiang, Zongxing Xie et al. · 0 citations

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